problem, the R language can be very good, second, consider the cost of the tool, R language is free open source, R language easy to learn, and has a lot of resources and active community Finally, thinking about the performance of the tool, R language continues to evolve, performance is further optimized and improved, and can be mixed with other programming languages.The third question: My proposal is "more than three" spirit, a need to learn more, learning is endless. Learning R Books, learning
and relational databases such as SQL. It provides sophisticated indexing capabilities to make it easier to reinvent, slice, and switch, aggregate, and select subsets of data, as data manipulation, preparation, and cleansing are the most important skills in data analysis. Pandas is the focus of this
Chapter Nineth Analysis of text data and social media
1 Installation NLTK slightly
2 Filter Stop word name and number
The sample code is as follows:
ImportNLTK # Load English stop word corpus SW = set (Nltk.corpus.stopwords.words (' 中文版 ')) print (' Stop words ', list (sw) [: 7]) # Get the part of the Gutenberg Corpus
File GB = Nltk.corpus.gutenberg print (' Gutenberg files ', gb.fileids () [-5:]) # Tak
: Published in 2012, corresponding to Mahout version 0.5, is currently mahout the latest book books. At present, only English version, but a bit, the inside vocabulary is basically a computer-based vocabulary, and map and source code, is suitable for reading.? IBM mahout Introduction: http://www.ibm.com/developerworks/cn/java/j-mahout/Note: Chinese version, update is time for 09, but inside for Mahout elaborated more comprehensive, recommended reading
Preface 1The first part of social network guidancePrologue 13The 1th Chapter explores Twitter: Exploring hot topics, discovering what people are talking about, etc. 151.1 Overview 15Reasons for 1.2 Twitter rage 161.3 Explore Twitter API 181.4 Analysis of 140 word tweets 331.5 Summary of this chapter 471.6 Recommended Exercises 481.7 Resources Online 482nd Chapter Mining Facebook: Analyzing fan pages, viewing friends, etc. 502.1 Overview 512.2 Explore
function14.hlookup function15.indirect function. Index, Match function17. Chart Introduction18. Making a simple pivot table19. slicers, Timeline Additions20. Create a pivot table from multiple tables21. Dynamic Pivot Table22. Associated Pivot Table The 3rd Chapter: The problem of programming solving for Excel Advanced analysis23.Excel Advanced Planning solution to complete the pharmaceutical raw material matching optimal scheme24.Excel Advanced Solver Complete solution of six-yuan equation grou
The book was written from to, and has been carefully studied for two or three days since.
Links to Douban:Http://book.douban.com/subject/1139426/
Abbreviation of matrix67:
Data Structure and algorithm analysis (Part 1)
Data Structure and algorithm analysis, abbreviat
(0), List.get (1), List.get (2));" Change to "return new Rating (List.get (1), List.get (0), List.get (2));"3.10 SummaryFor non-implied data, Mlib also supports a variant of ALS, which is used in the same way as ALS, except that the model is built using method Als.train (). It is useful for scoring data rather than number of times. For example, if the data set i
Summary
This article mainly by the C + + Standard Template Library STL implementation of the data structure of the study and use to deepen the understanding of the data structure, that is, the relationship between the theoretical analysis of data structure and specific application implementation (STL), this article is
Deep and simple data analysis is one of the "deep and simple" series of American o'reilly press. This series is characterized by a lot of thoughts on how to make readers more comfortable to read and remember more content in the book. Although the book is thick, there are many illustrations. Illustrations and texts are
associating the model with variables of interest has only recently arisen. Data such as this is usually handled by the generalized estimation equation (general estimating equations, GEE), but the GEE method is progressive and assumes a wide range of samples. I want a generalized linear model with beta-two R. An updated R pack estimates the model: Ben Bolker wrote the Betabinom. and SPSS didn't.
Integrated document Publishing. R seamlessly integrates
Http://www.cnblogs.com/batteryhp/p/5006274.htmlPandas is the preferred library for subsequent content in this book. The pandas can meet the following requirements:
Data structure with automatic or explicit data alignment by axis. This prevents many common errors caused by data misalignment and
With big data in various industries to take root and flourish, the data can dig gold data analysis staff more and more baby, so many programmers want to switch to data analysis, mining technology which strong? Of course, the R lan
Download address: Network disk download
Book Introduction the data analysis tools from the Pandas Library start using high-performance tools to load, clean, transform, merge, and reshape data, using matpiotlib to create scatter graphs and static or interactive visualization results Using Pandas's groupby funct
The tenth chapter of the book, "Python For Data Analysis", focuses on the processing of time series data.Label1. DateTime object, timestamp object, period object2. Two special indexes for pandas series and Dataframe object: Datetimeindex and Periodindex3. Time zone expression and processing4. Imestamp The frequency concept of object, period object, and its freque
The Basic course has not finished, it came to this, because my usual research is based on data processing. Who says the woman is inferior to the male 650) this.width=650; "src=" Http://img.baidu.com/hi/jx2/j_0011.gif "alt=" J_0011.gif "/>do your own things well done carefully, Hee 650) this.width=650; "src=" Http://img.baidu.com/hi/jx2/j_0003.gif "alt=" J_0003.gif "/>Read the introductory section, download the dat
training school, in the first two months I again "C Primer Plus" gnawing down. In this way, my programming is a real starter.At that time I knew that there is a discipline such as data structure, but also heard that the subject is very important, but I do not know why it is important, and even think that learning seems to be no use. So then we learned C #, and began to learn to drag the control. After that, I started looking for a job.Finally, this y
arithmetic mean value
Np.mean (c) = Np.average (c) 3.6.2 Weighted Average value
t = Np.arange (len (c))Np.average (c, weights=t) 3.8 Extreme value
Np.min (c)Np.max (c)
NP.PTP (c) difference between the maximum and the minimum value 3.10 Statistical analysis
Median of Np.median (c)Np.msort (c) Ascending sortNp.var (c) Variance 3.12 Analysis of stock return rate
Np.diff (c) can return a diff
The Basic course has not finished, it came to this, because my usual research is based on data processing. Who says the woman is inferior to the male 650) this.width=650; "src=" Http://img.baidu.com/hi/jx2/j_0011.gif "alt=" J_0011.gif "/>do your own things well done carefully, Hee 650) this.width=650; "src=" Http://img.baidu.com/hi/jx2/j_0003.gif "alt=" J_0003.gif "/>Read the introductory section, download the dat
this is to "login.aspx" on the URL at login time. return=http://. "Return" after the URL is saved, after the successful landing, direct jump to the past can be. If there is no "return" then jump directly to the homepage of the website3). Data Sheet Design for bookstore website:
Books table book
The user table------can be set to a table or two tables depending on the difference size of the fron
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